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Plain Machine
Plain Machine

We translate the real mechanics of artificial intelligence — machine learning, neural networks, generative AI, large language models, and beyond — into clear, practical knowledge you can actually use. No jargon walls. No hype. No PhD required.

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AI History

+4

Attention Wasn't the Original Name

Aug 31, 2026

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2 min read

Attention Wasn't the Original Name

In the summer of 2014, a graduate student in Montreal built a fix for a stubborn bug in a translation model, one that would outlive the paper it was written for. He didn't call it attention. For a while, neither did his supervisor.

Plain Machine
Plain Machine

AI History

+4

The Idea Word2Vec Didn't Invent

Aug 24, 2026

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2 min read

The Idea Word2Vec Didn't Invent

In 1957, a linguist wrote the sentence that word embeddings would spend the next fifty-six years trying to compute. The breakthrough wasn't a new idea. It was making an old one fast enough to run.

Plain Machine
Plain Machine

AI History

+4

The Year Deep Learning Won Twice

Aug 17, 2026

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2 min read

The Year Deep Learning Won Twice

Before AlexNet made headlines in 2012, two graduate students in Toronto had already proven the same idea worked — on something harder than pictures: sound.

Plain Machine
Plain Machine

AI History

+4

The Chip Nobody Built for This

Aug 10, 2026

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2 min read

The Chip Nobody Built for This

For six years, the hardware that would train modern AI sat inside millions of gaming PCs. Nobody in AI research had a reason to go looking for it.

Plain Machine
Plain Machine

AI History

+4

The Bet Nobody Thought Would Pay Off

Aug 3, 2026

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2 min read

The Bet Nobody Thought Would Pay Off

Before it changed AI forever, ImageNet was the idea Fei-Fei Li's own colleagues told her to drop.

Plain Machine
Plain Machine

AI History

+4

The Algorithm That Waited a Decade to Be Believed

Jul 27, 2026

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2 min read

The Algorithm That Waited a Decade to Be Believed

Before Rumelhart, Hinton, and Williams got the credit in 1986, a lonely doctoral thesis had already cracked backpropagation — and almost no one noticed.

Plain Machine
Plain Machine

AI History

+4

The Feud That Started in High School

Jul 20, 2026

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2 min read

The Feud That Started in High School

Frank Rosenblatt and Marvin Minsky shared a classroom before they shared the argument that froze neural network research for a generation.

Plain Machine
Plain Machine

AI History

+4

The Fight That Broke a Lab

Jul 13, 2026

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2 min read

The Fight That Broke a Lab

Months before Expert Systems ever hit a balance sheet, the hardware behind them was already fracturing — over a disagreement that had nothing to do with technology.

Plain Machine
Plain Machine

AI History

+4

The Machine That Was Better Than The Doctors

Jul 6, 2026

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2 min read

The Machine That Was Better Than The Doctors

MYCIN passed its test. Medicine still said no.

Plain Machine
Plain Machine

AI History

+4

He Was Right. The Field Never Admitted It.

Jun 29, 2026

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4 min read

He Was Right. The Field Never Admitted It.

The philosopher the field tried to forget.

Plain Machine
Plain Machine

AI History

+4

He Built the Warning. Nobody Listened.

Jun 15, 2026

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5 min read

He Built the Warning. Nobody Listened.

He called it a warning. The field called it a breakthrough.

Plain Machine
Plain Machine

AI History

+3

One Summer to Solve Intelligence

Jun 10, 2026

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3 min read

One Summer to Solve Intelligence

The backstory the video doesn't have time to tell.

Plain Machine
Plain Machine

AI History

+4

He Asked a Question He Couldn't Answer

Jun 8, 2026

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3 min read

He Asked a Question He Couldn't Answer

The Turing Test wasn't built to prove machines could think. It was built to make the question obsolete.

Plain Machine
Plain Machine

AI History

+4

The Logic Inside Every AI is 350 Years Old

Jun 7, 2026

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3 min read

The Logic Inside Every AI is 350 Years Old

Three men who never met each other built the blueprint for artificial intelligence.

Plain Machine
Plain Machine

AI History

+3

The Question We Still Can't Answer

Jun 7, 2026

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2 min read

The Question We Still Can't Answer

In 1950, a mathematician asked something so simple it broke philosophy.

Plain Machine
Plain Machine

Plain Machine

AI explained in plain English, for people who build real things. No hype. Just the mechanics that matter.

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